According to Billboard magazine, the song was a #2 hit for Ben Selvin in 1934. The orchestras of Peter Duchin and Anson Weeks also figured in the song's 1934 popularity, and was used the following year in the film, The Woman in Red, produced by Warner Brothers, starring Barbara Stanwyck and Gene Raymond. This song was recorded in 1950 by Peggy Lee, and most notably by The Flamingos in 1959, becoming one of their most popular hits. Rolling Stone magazine ranked the Flamingos' version #157 on their list of the 500 Greatest Songs of All Time. This version peaked at #11 on the Billboard Hot 100 chart. The song is a jazz standard, and has been covered by thousands of musicians.